| Arbitrary Style Transfer in Real-time with AdaIN. 以 Keras 實現 任意風格移轉 in Real-time. ( 2020-06-05 ) |
| Deep feature consistent conditional variational autoencoder (DFC CVAE) in Keras. 以 Keras 實現 DFC CVAE,使用 CelebA 資料集. ( 2019-07-08 ) |
| Visualizing what convnets of VGG16 learn. 可視化 VGG16 卷積網路學習的內容. ( 2019-04-01 ) |
| Plotting cancelled/delay flight paths at pilot union strike. 繪製華航罷工事件影響航班的飛行路徑. ( 2019-02-19 ) |
| Implement a pre-trained YOLOv2 model - object detection. 實現物體偵測,利用 pre-trained YOLOv2 model. ( 2018-06-05 ) |
| Carvana Image Masking - Semantic Segmentation using Keras. 使用 Keras 影像分割,自動去除 Carvana 影像背景. ( 2018-04-23 ) |
| VOC2012 - Semantic Segmentation using Keras with Tensorflow. 以 FCN 實現 VOC2012 語義分割,使用Keras和Tensorflow. ( 2017-11-18 ) |
| CIFAR-10 - Object Recognition using Keras with Tensorflow. CIFAR-10影像辨識,使用Keras和Tensorflow. ( 2017-10-12 ) |
| Implementation of MLP, RNN and CNN on movie reviews sentiment analysis. 實作MLP、RNN及CNN於電影評論情感分析. ( 2017-09-26 ) |
| Generative adversarial networks (GAN) on the MNIST dataset. 實作生成對抗網路GAN自動生成手寫數字. ( 2017-08-08 ) |
| Convolutional neural networks (CNN) on the MNIST dataset. 利用Keras實作CNN於手寫數字的辨識. ( 2017-06-21 ) |
| Handwritten digits recognizer with deep learning - MNIST Data. 利用H2O深度學習DNN於手寫數字的辨識. ( 2017-06-15 ) |
| Sentiment scores of movie reviews. 使用 simple matching 分析電影評論情感分數. ( 2017-05-12 ) |
| Movie reviews sentiment analysis - Bag of Words Meets Bags of Popcorn. 情感分析 - 電影評論正負極性. ( 2017-04-22 ) |
| Eextracting the topics with LDA. 使用 LDA 擷取主題 - 以網站意見信箱為例. ( 2017-03-14 ) |
| Text classification in opinion mining of the website. 文本分類應用 - 以網站意見信箱為例. ( 2017-03-03 ) |
| Thematic maps of Kaohsiung city public bike. 利用 tmap 套件產出主題地圖 - 以高雄市公共腳踏車為例. ( 2017-01-25 ) |
| Exploring association rules with Apriori. 運用 Apriori 產生關聯規則. ( 2017-01-18 ) |
| Logistic regression with Artpiece data. 邏輯迴歸分析 - glm. ( 2017-01-13 ) |
| Multiple linear regression analysis. 多元線性迴歸分析 - 使用Cars93資料集. ( 2017-01-05 ) |
| Data exploration with SparkR 2.0.2. 使用 SparkR 2.0.2 進行數據探索. ( 2016-12-15 ) |
| Boosting in ensembles using the caret package. Ensemble modeling,以 GBM (Gradient Boosted Machine) 和 XGBoost (eXtreme Gradient Boosting) 為例. ( 2016-12-13 ) |
| Cross-validation and classification using the caret package. 使用 caret 套件交叉驗證、分類學習,以 C5.0, Neural Networks, SVM, Naive Bayes, Random Forests and k-NN 為主. ( 2016-11-25 ) |
| Scotch whiskies flavour mapping with MDS. 利用 MDS 方法繪製 Scotch Whiskies Flavour Map. ( 2016-11-21 ) |
| Scotch whiskies flavour mapping with PCA. 利用 PCA 方法繪製 Scotch Whiskies Flavour Map. ( 2016-11-14 ) |
| K-means cluster analysis of scotch whiskies. Extract 網頁資訊、利用 K-means 分群法對 Scotch Whiskies 進行分群、以 Google Map 展現. ( 2016-11-08 ) |
| Create a website through RStudio. 利用 RStudio 進行 Git 版本控管、R Markdown 產出 HTML 網頁至 Github. ( 2016-11-03 ) |